This study conducts a bibliometric analysis of publications on education big data and learning analytics from 2012-2021, using data from the Scopus database. The analysis examines publication distribution over time, identifies key journals and authors, significant countries, primary research keywords, and the most important subject areas involved. The study presents trends and recommendations for the field, highlighting the potential for enhancing education systems through the full utilization of education big data and learning analytics.